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  Department of Software and Computing Systems.
  University of Alicante.
  E-03080 Alicante.
  Spain

  E-mail:    jcalvo at dlsi.ua.es
  Telephone: +34 96 5903400 ext. 2038

Other pages: Teaching, Personal

Curriculum Vitae:not available yet

Research Interests:

Projects:

• Enfoques adaptativos para transcripción automática de música escrita (coordinator)
• Handwritten Spanish Music Heritage Preservation by Automatic Transcription
• Reconocimiento óptico de música (OMR) mediante técnicas de aprendizaje automático
• Technologies for interactive music learning /Tecnologías interactivas para el aprendizaje de música

Select a year : all : 2020 : 2019 : 2018 : 2017 : 2016 : 2015 : 2014 : 2013 : 2011

1. Gallego, A.-J; Calvo-Zaragoza, J.; Rico-Juan, J. R.
   "Insights Into Efficient k-Nearest Neighbor Classification With Convolutional Neural Codes"
   IEEE Access, vol. 8, pp. 99312-99326 (2020)
   : bibtex : more info : URL
2. Alfaro-Contreras, M.; Calvo-Zaragoza, J.; Iñesta, J.M.
   "Approaching End-to-end Optical Music Recognition for Homophonic Scores"
   Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2019, ISBN: 978-3-030-31321-0, pp. 147--158, Madrid (2019)
   : bibtex : more info
3. Baró, A.; Riba, P.; Calvo-Zaragoza, J.; Fornés, A.
   "From Optical Music Recognition to Handwritten Music Recognition: A baseline"
   Pattern Recognition Letters, vol. 123, pp. 1-8 (2019)
   : bibtex : more info
4. Calvo-Zaragoza, J.; Gallego, A.J.
   "A selectional auto-encoder approach for document image binarization"
   Pattern Recognition, vol. 86, pp. 37-47 (2019)
   : bibtex : pdf : more info
5. Calvo-Zaragoza, J.; Hajic Jr., J.; Pacha, A.
   "Understanding Optical Music Recognition"
   arXiv, vol. 1908.03608 (2019)
   : bibtex : Open Access
6. Calvo-Zaragoza, J.; Toselli, A.H.; Vidal, E.
   "Handwritten Music Recognition for Mensural Notation with Convolutional Recurrent Neural Networks"
   Pattern Recognition Letters (2019)
   : bibtex : pdf : more info : DOI
7. Calvo-Zaragoza, Jorge and Rico-Juan, Juan R. and Gallego, Antonio-Javier
   "Ensemble classification from deep predictions with test data augmentation"
   Soft Computing (2019)
   : bibtex : more info : URL:
8. Garay-Maestre, Unai; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
   "Data Augmentation via Variational Auto-Encoders"
   Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, ISBN: 978-3-030-13469-3, pp. 29--37 (2019)
   : bibtex : more info : URL
9. Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
   "Recognition, encoding, and transcription of early mensural handwritten music"
   procedings of the 13th International Workshop on Graphics Recognition (GREC 2019), pp. 13-14, Sydney (Australia) (2019)
   : bibtex
10. Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
    "MuRET as a software for the transcription of historical archives"
    Proceedings of the 2nd Workshop on Reading Music Systems, WoRMS, pp. 12--15, Delft (The Nederlands) (2019)
    : bibtex : pdf : more info : Workshop site
11. Mateiu, Tudor N.; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
    "Domain Adaptation for Handwritten Symbol Recognition: A Case of Study in Old Music Manuscripts"
    Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA, ISBN: 978-3-030-31321-0, pp. 135--146, Madrid, Spain (2019)
    : bibtex : more info
12. Nuñez-Alcover, Alicia; Ponce de León, P. J.; and Calvo-Zaragoza, J.
    "Glyph and Position Classification of Music Symbols in Early Music Manuscripts"
    Proc. of the 9th Iberian Conference on Pattern Recognition and Image Analysis, LNCS vol. 11867, ISBN: 978-3-030-31331-9, pp. 159-168, Madrid, Spain (2019)
    : bibtex : pdf : more info
13. Rico-Juan, J. R. and Valero-Mas, J. J. and Calvo-Zaragoza, J.
    "Extensions to rank-based prototype selection in k-Nearest Neighbour classification"
    Applied Soft Computing (2019)
    : bibtex : more info
14. Rico-Juan, J. R.; Gallego, A. J.; Calvo-Zaragoza, J.
    "Automatic detection of inconsistencies between numerical scores and textual feedback in peer-assessment processes with machine learning"
    Computers and Education, vol. 140, pp. 103609 (2019)
    : bibtex : more info : Online article version
15. Rios-Vila, A.; Calvo-Zaragoza:J.; Rizo, D.; Iñesta, JM.
    "ReadSco: An Open-Source Web-Based Optical Music Recognition Tool"
    Proc. of the 2nd International Workshop on Reading Music Systems, WoRMS 2019, pp. 27-330, Delft (The Netherlands) (2019)
    : bibtex : pdf : more info
16. Román, M.A.; Pertusa, A.; Calvo-Zaragoza, J.
    "A Holistic Approach to Polyphonic Music Transcription with Neural Networks"
    Proc. of the 20th International Society for Music Information Retrieval Conference, ISMIR, pp. 731--737, Delf, The Netherlands (2019)
    : bibtex : more info : URL
17. Calvo-Zaragoza, J.; Castellanos, F.J.; Vigliensoni, G.; Fujinaga, I
    "Deep Neural Networks for Document Processing of Music Score Images"
    Applied Sciences, vol. 8, pp. 654 (2018)
    : bibtex : more info : Open Access
18. Calvo-Zaragoza, J.; Rizo, D.
    "End-to-End Neural Optical Music Recognition of Monophonic Scores"
    Applied Sciences, vol. 8, pp. 606--623 (2018)
    : bibtex : more info : Open Access Journal URL
19. Calvo-Zaragoza, Jorge; Rizo, David
    "{Camera-PrIMuS}: Neural End-to-End Optical Music Recognition on Realistic Monophonic Scores"
    Proceedings of the 19th International Society of Music Information Retrieval (ISMIR) (2018)
    : bibtex : pdf : more info : Conference URL with PDFs
20. Castellanos, F. J.; Valero-Mas, J. J.; Calvo-Zaragoza, J.; Rico-Juan, J. R.
    "Oversampling imbalanced data in the string space"
    Pattern Recognition Letters, vol. 103, pp. 32--38 (2018)
    : bibtex : more info : DOI
21. Gallego, A.J., Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
    "Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation"
    Pattern Recognition, vol. 74, pp. 531-543 (2018)
    : bibtex : more info
22. Gallego, A.J.; Pertusa, A.; Calvo-Zaragoza, J.
    "Improving Convolutional Neural Networks’ Accuracy in Noisy Environments Using k-Nearest Neighbors"
    Applied Sciences, vol. 8 (2018)
    : bibtex : more info : URL
23. Rico-Juan, J. R.; Gallego, A. J.; Valero-Mas, J. J.; Calvo-Zaragoza, J.
    "Statistical semi-supervised system for grading multiple peer-reviewed open-ended works"
    Computers & Education, vol. 126, pp. 264-282 (2018)
    : bibtex : pdf : more info
24. Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "MuRET: a music recognition, encoding, and transcription tool"
    Proceedings of the 5th International Conference on Digital Libraries for Musicology (DLfM'18), ISBN: 978-1-4503-6522-2, pp. 52--56, París, France (2018)
    : bibtex : more info : URL
25. Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Pen-Based Music Document Transcription with Convolutional Neural Networks"
    Graphics Recognition. Current Trends and Evolutions, ISBN: 978-3-030-02284-6, pp. 71--80 (2018)
    : bibtex : more info
26. Calvo-Zaragoza, J.: Pertusa, A.; Oncina, J.
    "Staff-line detection and removal using a convolutional neural network"
    Machine Vision and Applications, pp. 1-10 (2017)
    : bibtex : more info : URL
27. Calvo-Zaragoza, J.; Gallego, A.-J.; Pertusa, A.
    "Recognition of Handwritten Music Symbols with Convolutional Neural Codes"
    14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691--696, Kyoto, Japan (2017)
    : bibtex : more info : URL
28. Calvo-Zaragoza, J.; Oncina, J.
    "Recognition of Pen-based Music Notation with Finite-State Machines"
    Expert Systems With Applications, vol. 72, pp. 395-406 (2017)
    : bibtex : pdf : more info : DOI
29. Calvo-Zaragoza, J.; Oncina, J.
    "An efficient approach for Interactive Sequential Pattern Recognition"
    Pattern Recognition, vol. 64, pp. 295-304 (2017)
    : bibtex : pdf : more info : DOI
30. Calvo-Zaragoza, J.; Valero-Mas, J.J.; Pertusa, A
    "End-To-End Optical Music Recognition using Neural Networks"
    Proc. of International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China (2017)
    : bibtex : more info : pdf
31. Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
    "A machine learning framework for the categorization of elements in images of musical documents"
    Proceedings of the Third International Conference on Technologies for Music Notation and Representation (2017)
    : bibtex : pdf : more info
32. Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
    "Pixel-wise Binarization of Musical Documents with Convolutional Neural Networks"
    Proceedings of the 15th IAPR International Conference on Machine Vision Applications (2017)
    : bibtex : pdf : more info
33. Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
    "Staff-line removal with Selectional Auto-Encoders"
    Expert Systems With Applications, vol. 89, pp. 138 - 148 (2017)
    : bibtex : pdf : more info
34. Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.; Fujinaga, I.
    "About agnostic representation of musical documents for Optical Music Recognition"
    Music Encoding Conference, Tours, 2017 (2017)
    : bibtex : more info : Conference URL
35. Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Multimodal Recognition for Music Document Transcription"
    Proceedings of MML 2017, pp. 67--72, Barcelona (2017)
    : bibtex : pdf : more info : Workshop URL
36. Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Pen-based music document transcription"
    Proceedings of GREC 2017, ISBN: 978-1-5386-3586-5, pp. 21--22, Kyoto (Japan) (2017)
    : bibtex : pdf : more info : URL
37. Valero-Mas, J. J.; Calvo-Zaragoza, J.; Rico-Juan, J. R.; Iñesta, J. M.
    "A study of Prototype Selection algorithms for Nearest Neighbour in class-imbalanced problems"
    Proceedings of the 8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-58837-7, pp. 335--343, Faro, Portugal (2017)
    : bibtex : pdf : more info
38. Valero-Mas, J.J.; Calvo-Zaragoza, J.; Rico-Juan, J.R.; Iñesta, J.M.
    "An Experimental Study on Rank Methods for Prototype Selection"
    Soft Computing, vol. 21, pp. 5703-–5715 (2017)
    : bibtex : pdf : more info : DOI
39. Bosch, V.; Calvo-Zaragoza, J.; Toselli, A. H.; Vidal, E.
    "Sheet Music Statistical Layout Analysis"
    15th International Conference on Frontiers in Handwriting Recognition (2016)
    : bibtex : pdf : more info
40. Calvo-Zaragoza, J.; Micó, L.; Oncina, J.
    "Music staff removal with supervised pixel classification"
    International Journal on Document Analysis and Recognition, vol. 19, pp. 211-219 (2016)
    : bibtex : pdf : more info : DOI
41. Calvo-Zaragoza, J.; Oncina, J.; De la Higuera, C.
    "Computing the Expected Edit Distance from a String to a PFA"
    21st International Conference Implementation and Application of Automata, pp. 39-50 (2016)
    : bibtex : pdf : more info
42. Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Two (note) heads are better than one: pen-based multimodal interaction with music scores"
    17th International Society for Music Information Retrieval Conference, ISBN: 978-0-692-75506-8, pp. 509-514, New York City (2016)
    : bibtex : pdf : more info : Conference URL
43. Calvo-Zaragoza, J.; Toselli, A. H.; Vidal, E.
    "Early Handwritten Music Recognition with Hidden Markov Models"
    15th International Conference on Frontiers in Handwriting Recognition (2016)
    : bibtex : pdf : more info
44. Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
    "Prototype Generation on Structural Data using Dissimilarity Space Representation"
    Neural Computing and Applications (2016)
    : bibtex : pdf : more info : DOI
45. Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
    "Selecting promising classes from generated data for an efficient multi-class NN classification"
    Soft Computing (2016)
    : bibtex : pdf : more info : DOI
46. Calvo-Zaragoza, Jorge
    "Pattern Recognition for Music Notation"
    PhD Thesis. Supervisors: Jose Oncina, Juan R. Rico-Juan
    Universidad de Alicante (2016)
    : bibtex : pdf : more info
47. Ponce de León, P.J., Iñesta, J.M., Calvo-Zaragoza, J., Rizo, D.
    "Data-based melody generation through multi-objective evolutionary computation"
    Journal of Mathematics and Music, vol. 10, pp. 173-192 (2016)
    : bibtex : pdf : more info : DOI : Journal URL : Online Supplement
48. Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.; Illescas, P.R.
    "Hidden Markov Models for Functional Analysis"
    Music and Machine Learning Workshop, Riva del Garda (2016)
    : bibtex : more info : Workshop URL
49. Valero-Mas, J.J.; Calvo-Zaragoza, J.; Rico-Juan, J.R.
    "On the suitability of Prototype Selection methods for kNN classification with distributed data"
    Neurocomputing, vol. 203, pp. 150-160 (2016)
    : bibtex : pdf : more info : DOI
50. Calvo-Zaragoza, J.; Barbancho, I; Tardón, L. J. ; Barbancho A. M.
    "Avoiding staff removal stage in optical music recognition: application to scores written in white mensural notation"
    Pattern Analysis and Applications, vol. 18, pp. 933-943 (2015)
    : bibtex : pdf : more info : DOI
51. Calvo-Zaragoza, J.; Oncina, J.
    "Clustering of Strokes from Pen-based Music Notation: An Experimental Study"
    7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-19389-2, pp. 633-640, Santiago de Compostela, Spain (2015)
    : bibtex : pdf : more info
52. Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
    "Prototype Generation on Structural Data using Dissimilarity Space Representation: A Case of Study"
    7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-319-19389-2, pp. 72-82, Santiago de Compostela, Spain (2015)
    : bibtex : pdf : more info
53. Calvo-Zaragoza, J; Valero-Mas, J. J.; Rico-Juan, J. R
    "Improving kNN multi-label classification in Prototype Selection scenarios using class proposals"
    Pattern Recognition, vol. 48, pp. 1608-1622 (2015)
    : bibtex : pdf : more info : DOI
54. J.M. Iñesta, P.J. Ponce de León, J. Calvo-Zaragoza, and D. Rizo
    "Genre-based melody generation through multi-objective genetic algorithms"
    Proceedings of the 8th Machine Learning and Music workshop (MML 2015), Vancouver (Canada) (2015)
    : bibtex : more info : Workshop URL
55. Martínez-Álvarez, A; Cuenca-Asensi, S.; Ortiz, A.; Calvo-Zaragoza, J.; Vivas Tejuelo, L. A.
    "Tuning compilations by multi-objective optimization: Application to Apache web server"
    Applied Soft Computing, vol. 29, pp. 461-470 (2015)
    : bibtex : more info
56. Rico-Juan, J. R; Calvo-Zaragoza, Jorge
    "Improving classification using a Confidence Matrix based on weak classifiers applied to OCR"
    Neurocomputing, vol. 151, pp. 1354–1361 (2015)
    : bibtex : pdf : more info : DOI
57. Calvo-Zaragoza, J.; Oncina, J.
    "Recognition of Pen-based Music Notation with Probabilistic Machines"
    Proceedings of the 7th International Workshop on Machine Learning and Music , Barcelona, Spain (2014)
    : bibtex : more info
58. Calvo-Zaragoza, J; Oncina, J.
    "Recognition of Pen-Based Music Notation: the HOMUS dataset"
    Proceedings of the 22nd International Conference on Pattern Recognition, ISBN: 978-1-4799-5208-3, pp. 3038-3043, Stockholm, Sweden (2014)
    : bibtex : pdf : more info : DOI
59. Martínez-Álvarez, A; Calvo-Zaragoza, J; Cuenca-Asensi, S; Ortiz, A; Jimeno-Morenilla, A
    "Multi-objective adaptive evolutionary strategy for tuning compilations"
    Neurocomputing, vol. 123, pp. 381-389 (2014)
    : bibtex : more info
60. Bernabeu, J.F., Pérez-Sancho, C., Ponce de León, P.J., Iñesta, J.M., Calvo-Zaragoza, J.
    "A Multimodal Genre Recognition Prototype"
    Actas del III Workshop de Reconocimiento de Formas y Análisis de Imágenes, ISBN: 978-84-695-8332-6, pp. 13-16, Madrid, Spain (2013)
    : bibtex : pdf : more info
61. Calvo-Zaragoza, J., Oncina, J.
    "Human-Computer Interaction for Optical Music Recognition tasks"
    Actas del III Workshop de Reconocimiento de Formas y Análisis de Imágenes, ISBN: 978-84-695-8332-6, pp. 9-12, Madrid, Spain (2013)
    : bibtex : pdf : more info
62. Calvo-Zaragoza, J; Oncina, J; Iñesta J. M.
    "Recognition of Online Handwritten Music Symbols"
    Proceedings of the 6th International Workshop on Machine Learning and Music, Prague, Czech Republic (2013)
    : bibtex : pdf : more info
63. Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "A distance for partially labeled trees"
    Lecture Notes in Computer Science, vol. 6669, pp. 492--499 (2011)
    : bibtex : pdf : more info : URL